Overview
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 1250 |
| Missing cells (%) | 1.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.4 MiB |
| Average record size in memory | 509.2 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 7 |
| Categorical | 6 |
| DateTime | 1 |
| Boolean | 1 |
Approval_Status is highly overall correlated with Default_Status | High correlation |
Default_Status is highly overall correlated with Approval_Status | High correlation |
Age has 250 (5.0%) missing values | Missing |
Employment_Type has 250 (5.0%) missing values | Missing |
Annual_Income has 250 (5.0%) missing values | Missing |
Credit_Score has 250 (5.0%) missing values | Missing |
Utilization_Ratio has 250 (5.0%) missing values | Missing |
Approval_Status is uniformly distributed | Uniform |
Customer_ID has unique values | Unique |
Reproduction
| Analysis started | 2026-02-28 15:25:28.634942 |
|---|---|
| Analysis finished | 2026-02-28 15:25:36.277417 |
| Duration | 7.64 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
Customer_ID
Text
Unique
| Distinct | 5000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 268.7 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 5000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | C00001 |
|---|---|
| 2nd row | C00002 |
| 3rd row | C00003 |
| 4th row | C00004 |
| 5th row | C00005 |
| Value | Count | Frequency (%) |
| c00009 | 1 | < 0.1% |
| c05000 | 1 | < 0.1% |
| c00001 | 1 | < 0.1% |
| c00002 | 1 | < 0.1% |
| c00003 | 1 | < 0.1% |
| c00004 | 1 | < 0.1% |
| c00005 | 1 | < 0.1% |
| c00006 | 1 | < 0.1% |
| c04985 | 1 | < 0.1% |
| c04986 | 1 | < 0.1% |
| Other values (4990) | 4990 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7499 | |
| C | 5000 | |
| 1 | 2500 | 8.3% |
| 3 | 2500 | 8.3% |
| 2 | 2500 | 8.3% |
| 4 | 2500 | 8.3% |
| 5 | 1501 | 5.0% |
| 6 | 1500 | 5.0% |
| 7 | 1500 | 5.0% |
| 9 | 1500 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7499 | |
| C | 5000 | |
| 1 | 2500 | 8.3% |
| 3 | 2500 | 8.3% |
| 2 | 2500 | 8.3% |
| 4 | 2500 | 8.3% |
| 5 | 1501 | 5.0% |
| 6 | 1500 | 5.0% |
| 7 | 1500 | 5.0% |
| 9 | 1500 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7499 | |
| C | 5000 | |
| 1 | 2500 | 8.3% |
| 3 | 2500 | 8.3% |
| 2 | 2500 | 8.3% |
| 4 | 2500 | 8.3% |
| 5 | 1501 | 5.0% |
| 6 | 1500 | 5.0% |
| 7 | 1500 | 5.0% |
| 9 | 1500 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7499 | |
| C | 5000 | |
| 1 | 2500 | 8.3% |
| 3 | 2500 | 8.3% |
| 2 | 2500 | 8.3% |
| 4 | 2500 | 8.3% |
| 5 | 1501 | 5.0% |
| 6 | 1500 | 5.0% |
| 7 | 1500 | 5.0% |
| 9 | 1500 | 5.0% |
Age
Real number (ℝ)
Missing
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 250 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.970105 |
| Minimum | 21 |
|---|---|
| Maximum | 65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 32 |
| median | 43 |
| Q3 | 54 |
| 95-th percentile | 63 |
| Maximum | 65 |
| Range | 44 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 12.8979 |
|---|---|
| Coefficient of variation (CV) | 0.30015983 |
| Kurtosis | -1.1767431 |
| Mean | 42.970105 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.028172286 |
| Sum | 204108 |
| Variance | 166.35581 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 38 | 129 | 2.6% |
| 62 | 127 | 2.5% |
| 43 | 122 | 2.4% |
| 59 | 121 | 2.4% |
| 46 | 120 | 2.4% |
| 36 | 119 | 2.4% |
| 33 | 117 | 2.3% |
| 22 | 115 | 2.3% |
| 32 | 114 | 2.3% |
| 37 | 112 | 2.2% |
| Other values (35) | 3554 | |
| (Missing) | 250 | 5.0% |
| Value | Count | Frequency (%) |
| 21 | 92 | |
| 22 | 115 | |
| 23 | 97 | |
| 24 | 101 | |
| 25 | 98 | |
| 26 | 108 | |
| 27 | 102 | |
| 28 | 97 | |
| 29 | 107 | |
| 30 | 103 |
| Value | Count | Frequency (%) |
| 65 | 109 | |
| 64 | 109 | |
| 63 | 102 | |
| 62 | 127 | |
| 61 | 85 | |
| 60 | 96 | |
| 59 | 121 | |
| 58 | 99 | |
| 57 | 103 | |
| 56 | 99 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.986 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 2535 | |
| Female | 2465 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 2535 | |
| female | 2465 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7465 | |
| a | 5000 | |
| l | 5000 | |
| M | 2535 | 10.2% |
| F | 2465 | 9.9% |
| m | 2465 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24930 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 7465 | |
| a | 5000 | |
| l | 5000 | |
| M | 2535 | 10.2% |
| F | 2465 | 9.9% |
| m | 2465 | 9.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24930 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 7465 | |
| a | 5000 | |
| l | 5000 | |
| M | 2535 | 10.2% |
| F | 2465 | 9.9% |
| m | 2465 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24930 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 7465 | |
| a | 5000 | |
| l | 5000 | |
| M | 2535 | 10.2% |
| F | 2465 | 9.9% |
| m | 2465 | 9.9% |
Employment_Type
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 250 |
| Missing (%) | 5.0% |
| Memory size | 282.9 KiB |
| Salaried | |
|---|---|
| Self-Employed | |
| Student | |
| Retired |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 9.0178947 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Salaried |
|---|---|
| 2nd row | Student |
| 3rd row | Salaried |
| 4th row | Salaried |
| 5th row | Salaried |
Common Values
| Value | Count | Frequency (%) |
| Salaried | 2595 | |
| Self-Employed | 1165 | |
| Student | 502 | 10.0% |
| Retired | 488 | 9.8% |
| (Missing) | 250 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| salaried | 2595 | |
| self-employed | 1165 | |
| student | 502 | 10.6% |
| retired | 488 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6403 | |
| a | 5190 | |
| l | 4925 | |
| d | 4750 | |
| S | 4262 | |
| r | 3083 | |
| i | 3083 | |
| t | 1492 | 3.5% |
| - | 1165 | 2.7% |
| f | 1165 | 2.7% |
| Other values (8) | 7317 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42835 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 6403 | |
| a | 5190 | |
| l | 4925 | |
| d | 4750 | |
| S | 4262 | |
| r | 3083 | |
| i | 3083 | |
| t | 1492 | 3.5% |
| - | 1165 | 2.7% |
| f | 1165 | 2.7% |
| Other values (8) | 7317 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42835 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 6403 | |
| a | 5190 | |
| l | 4925 | |
| d | 4750 | |
| S | 4262 | |
| r | 3083 | |
| i | 3083 | |
| t | 1492 | 3.5% |
| - | 1165 | 2.7% |
| f | 1165 | 2.7% |
| Other values (8) | 7317 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42835 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 6403 | |
| a | 5190 | |
| l | 4925 | |
| d | 4750 | |
| S | 4262 | |
| r | 3083 | |
| i | 3083 | |
| t | 1492 | 3.5% |
| - | 1165 | 2.7% |
| f | 1165 | 2.7% |
| Other values (8) | 7317 |
Annual_Income
Real number (ℝ)
Missing
| Distinct | 4747 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 250 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1070163.2 |
| Minimum | 150184 |
|---|---|
| Maximum | 1999340 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 150184 |
|---|---|
| 5-th percentile | 240474.65 |
| Q1 | 608272.25 |
| median | 1059636.5 |
| Q3 | 1535296.8 |
| 95-th percentile | 1906173.8 |
| Maximum | 1999340 |
| Range | 1849156 |
| Interquartile range (IQR) | 927024.5 |
Descriptive statistics
| Standard deviation | 534198.55 |
|---|---|
| Coefficient of variation (CV) | 0.49917487 |
| Kurtosis | -1.2024626 |
| Mean | 1070163.2 |
| Median Absolute Deviation (MAD) | 464445 |
| Skewness | 0.0081872253 |
| Sum | 5.083275 × 109 |
| Variance | 2.8536809 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1852146 | 2 | < 0.1% |
| 1533684 | 2 | < 0.1% |
| 1556235 | 2 | < 0.1% |
| 1452607 | 1 | < 0.1% |
| 1830903 | 1 | < 0.1% |
| 1596224 | 1 | < 0.1% |
| 486644 | 1 | < 0.1% |
| 1043546 | 1 | < 0.1% |
| 1633388 | 1 | < 0.1% |
| 1708828 | 1 | < 0.1% |
| Other values (4737) | 4737 | |
| (Missing) | 250 | 5.0% |
| Value | Count | Frequency (%) |
| 150184 | 1 | |
| 150814 | 1 | |
| 151304 | 1 | |
| 151825 | 1 | |
| 152355 | 1 | |
| 152781 | 1 | |
| 153159 | 1 | |
| 153825 | 1 | |
| 153857 | 1 | |
| 154122 | 1 |
| Value | Count | Frequency (%) |
| 1999340 | 1 | |
| 1998099 | 1 | |
| 1997634 | 1 | |
| 1997026 | 1 | |
| 1995804 | 1 | |
| 1995335 | 1 | |
| 1995304 | 1 | |
| 1994975 | 1 | |
| 1994804 | 1 | |
| 1994541 | 1 |
Credit_Score
Real number (ℝ)
Missing
| Distinct | 551 |
|---|---|
| Distinct (%) | 11.6% |
| Missing | 250 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 577.29516 |
| Minimum | 300 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 300 |
|---|---|
| 5-th percentile | 327 |
| Q1 | 437 |
| median | 580 |
| Q3 | 714 |
| 95-th percentile | 824 |
| Maximum | 850 |
| Range | 550 |
| Interquartile range (IQR) | 277 |
Descriptive statistics
| Standard deviation | 159.58018 |
|---|---|
| Coefficient of variation (CV) | 0.27642736 |
| Kurtosis | -1.2016553 |
| Mean | 577.29516 |
| Median Absolute Deviation (MAD) | 139 |
| Skewness | -0.025274105 |
| Sum | 2742152 |
| Variance | 25465.832 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 569 | 17 | 0.3% |
| 698 | 17 | 0.3% |
| 694 | 17 | 0.3% |
| 592 | 16 | 0.3% |
| 761 | 16 | 0.3% |
| 365 | 16 | 0.3% |
| 416 | 16 | 0.3% |
| 382 | 16 | 0.3% |
| 823 | 16 | 0.3% |
| 552 | 16 | 0.3% |
| Other values (541) | 4587 | |
| (Missing) | 250 | 5.0% |
| Value | Count | Frequency (%) |
| 300 | 9 | |
| 301 | 7 | |
| 302 | 5 | |
| 303 | 10 | |
| 304 | 5 | |
| 305 | 5 | |
| 306 | 8 | |
| 307 | 9 | |
| 308 | 8 | |
| 309 | 12 |
| Value | Count | Frequency (%) |
| 850 | 13 | |
| 849 | 8 | |
| 848 | 10 | |
| 847 | 12 | |
| 846 | 13 | |
| 845 | 8 | |
| 844 | 8 | |
| 843 | 4 | 0.1% |
| 842 | 11 | |
| 841 | 6 |
Loan_or_Credit_Amount
Real number (ℝ)
| Distinct | 4987 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 524066.54 |
| Minimum | 50059 |
|---|---|
| Maximum | 999958 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 50059 |
|---|---|
| 5-th percentile | 104005.7 |
| Q1 | 284851.25 |
| median | 525681.5 |
| Q3 | 757740.75 |
| 95-th percentile | 950520.25 |
| Maximum | 999958 |
| Range | 949899 |
| Interquartile range (IQR) | 472889.5 |
Descriptive statistics
| Standard deviation | 273818.38 |
|---|---|
| Coefficient of variation (CV) | 0.52248781 |
| Kurtosis | -1.2042578 |
| Mean | 524066.54 |
| Median Absolute Deviation (MAD) | 235630.5 |
| Skewness | 0.006814769 |
| Sum | 2.6203327 × 109 |
| Variance | 7.4976506 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 456138 | 2 | < 0.1% |
| 809642 | 2 | < 0.1% |
| 809945 | 2 | < 0.1% |
| 746438 | 2 | < 0.1% |
| 713873 | 2 | < 0.1% |
| 552799 | 2 | < 0.1% |
| 216373 | 2 | < 0.1% |
| 840233 | 2 | < 0.1% |
| 293762 | 2 | < 0.1% |
| 865127 | 2 | < 0.1% |
| Other values (4977) | 4980 |
| Value | Count | Frequency (%) |
| 50059 | 1 | |
| 50203 | 1 | |
| 50434 | 1 | |
| 50537 | 1 | |
| 50570 | 1 | |
| 50607 | 1 | |
| 50837 | 1 | |
| 51063 | 1 | |
| 51067 | 1 | |
| 51229 | 1 |
| Value | Count | Frequency (%) |
| 999958 | 1 | |
| 999669 | 1 | |
| 999493 | 1 | |
| 999447 | 1 | |
| 999416 | 1 | |
| 999327 | 1 | |
| 998761 | 1 | |
| 998758 | 1 | |
| 997993 | 1 | |
| 997955 | 1 |
Credit_Limit
Real number (ℝ)
| Distinct | 4991 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 796972.73 |
| Minimum | 100157 |
|---|---|
| Maximum | 1499812 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 100157 |
|---|---|
| 5-th percentile | 172146.25 |
| Q1 | 444586.75 |
| median | 803178 |
| Q3 | 1148774.2 |
| 95-th percentile | 1428405.3 |
| Maximum | 1499812 |
| Range | 1399655 |
| Interquartile range (IQR) | 704187.5 |
Descriptive statistics
| Standard deviation | 403598.15 |
|---|---|
| Coefficient of variation (CV) | 0.506414 |
| Kurtosis | -1.2072307 |
| Mean | 796972.73 |
| Median Absolute Deviation (MAD) | 350424 |
| Skewness | -0.0017013596 |
| Sum | 3.9848636 × 109 |
| Variance | 1.6289146 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1481815 | 2 | < 0.1% |
| 142446 | 2 | < 0.1% |
| 1256220 | 2 | < 0.1% |
| 1203765 | 2 | < 0.1% |
| 560894 | 2 | < 0.1% |
| 1033679 | 2 | < 0.1% |
| 531813 | 2 | < 0.1% |
| 987555 | 2 | < 0.1% |
| 1363059 | 2 | < 0.1% |
| 143013 | 1 | < 0.1% |
| Other values (4981) | 4981 |
| Value | Count | Frequency (%) |
| 100157 | 1 | |
| 100357 | 1 | |
| 100443 | 1 | |
| 100503 | 1 | |
| 100819 | 1 | |
| 101147 | 1 | |
| 101495 | 1 | |
| 101650 | 1 | |
| 102075 | 1 | |
| 103293 | 1 |
| Value | Count | Frequency (%) |
| 1499812 | 1 | |
| 1499717 | 1 | |
| 1499338 | 1 | |
| 1499286 | 1 | |
| 1499108 | 1 | |
| 1499017 | 1 | |
| 1498287 | 1 | |
| 1498170 | 1 | |
| 1498146 | 1 | |
| 1498008 | 1 |
Utilization_Ratio
Real number (ℝ)
Missing
| Distinct | 91 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 250 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.54785053 |
| Minimum | 0.1 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.14 |
| Q1 | 0.33 |
| median | 0.55 |
| Q3 | 0.77 |
| 95-th percentile | 0.95 |
| Maximum | 1 |
| Range | 0.9 |
| Interquartile range (IQR) | 0.44 |
Descriptive statistics
| Standard deviation | 0.25912269 |
|---|---|
| Coefficient of variation (CV) | 0.47298063 |
| Kurtosis | -1.189186 |
| Mean | 0.54785053 |
| Median Absolute Deviation (MAD) | 0.22 |
| Skewness | -0.0035714876 |
| Sum | 2602.29 |
| Variance | 0.067144568 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.86 | 73 | 1.5% |
| 0.38 | 66 | 1.3% |
| 0.59 | 65 | 1.3% |
| 0.33 | 64 | 1.3% |
| 0.17 | 64 | 1.3% |
| 0.84 | 64 | 1.3% |
| 0.58 | 63 | 1.3% |
| 0.39 | 62 | 1.2% |
| 0.57 | 62 | 1.2% |
| 0.5 | 62 | 1.2% |
| Other values (81) | 4105 | |
| (Missing) | 250 | 5.0% |
| Value | Count | Frequency (%) |
| 0.1 | 25 | 0.5% |
| 0.11 | 61 | |
| 0.12 | 56 | |
| 0.13 | 59 | |
| 0.14 | 53 | |
| 0.15 | 49 | |
| 0.16 | 56 | |
| 0.17 | 64 | |
| 0.18 | 54 | |
| 0.19 | 50 |
| Value | Count | Frequency (%) |
| 1 | 27 | |
| 0.99 | 48 | |
| 0.98 | 45 | |
| 0.97 | 57 | |
| 0.96 | 44 | |
| 0.95 | 55 | |
| 0.94 | 48 | |
| 0.93 | 39 | |
| 0.92 | 51 | |
| 0.91 | 51 |
Number_of_Active_Accounts
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.515 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.6888888 |
|---|---|
| Coefficient of variation (CV) | 0.48048046 |
| Kurtosis | -1.2456166 |
| Mean | 3.515 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.001575117 |
| Sum | 17575 |
| Variance | 2.8523455 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 870 | |
| 2 | 865 | |
| 3 | 835 | |
| 6 | 826 | |
| 5 | 825 | |
| 1 | 779 |
| Value | Count | Frequency (%) |
| 1 | 779 | |
| 2 | 865 | |
| 3 | 835 | |
| 4 | 870 | |
| 5 | 825 | |
| 6 | 826 |
| Value | Count | Frequency (%) |
| 6 | 826 | |
| 5 | 825 | |
| 4 | 870 | |
| 3 | 835 | |
| 2 | 865 | |
| 1 | 779 |
Past_Default_Count
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 244.3 KiB |
| 3 | |
|---|---|
| 0 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1275 | |
| 0 | 1275 | |
| 1 | 1231 | |
| 2 | 1219 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1275 | |
| 0 | 1275 | |
| 1 | 1231 | |
| 2 | 1219 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1275 | |
| 0 | 1275 | |
| 1 | 1231 | |
| 2 | 1219 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1275 | |
| 0 | 1275 | |
| 1 | 1231 | |
| 2 | 1219 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1275 | |
| 0 | 1275 | |
| 1 | 1231 | |
| 2 | 1219 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1275 | |
| 0 | 1275 | |
| 1 | 1231 | |
| 2 | 1219 |
Application_Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 275.7 KiB |
| Loan | |
|---|---|
| Credit Card |
Length
| Max length | 11 |
|---|---|
| Median length | 4 |
| Mean length | 7.4426 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loan |
|---|---|
| 2nd row | Credit Card |
| 3rd row | Loan |
| 4th row | Loan |
| 5th row | Credit Card |
Common Values
| Value | Count | Frequency (%) |
| Loan | 2541 | |
| Credit Card | 2459 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| loan | 2541 | |
| credit | 2459 | |
| card | 2459 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 5000 | |
| r | 4918 | |
| C | 4918 | |
| d | 4918 | |
| L | 2541 | |
| o | 2541 | |
| n | 2541 | |
| e | 2459 | |
| i | 2459 | |
| t | 2459 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 37213 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 5000 | |
| r | 4918 | |
| C | 4918 | |
| d | 4918 | |
| L | 2541 | |
| o | 2541 | |
| n | 2541 | |
| e | 2459 | |
| i | 2459 | |
| t | 2459 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 37213 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 5000 | |
| r | 4918 | |
| C | 4918 | |
| d | 4918 | |
| L | 2541 | |
| o | 2541 | |
| n | 2541 | |
| e | 2459 | |
| i | 2459 | |
| t | 2459 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 37213 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 5000 | |
| r | 4918 | |
| C | 4918 | |
| d | 4918 | |
| L | 2541 | |
| o | 2541 | |
| n | 2541 | |
| e | 2459 | |
| i | 2459 | |
| t | 2459 |
Application_Date
Date
| Distinct | 599 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| Minimum | 2023-01-01 00:00:00 |
|---|---|
| Maximum | 2024-08-22 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Region
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 271.2 KiB |
| Urban | |
|---|---|
| Semi-Urban | |
| Rural |
Length
| Max length | 10 |
|---|---|
| Median length | 5 |
| Mean length | 6.513 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Rural |
| 3rd row | Semi-Urban |
| 4th row | Urban |
| 5th row | Urban |
Common Values
| Value | Count | Frequency (%) |
| Urban | 2506 | |
| Semi-Urban | 1513 | |
| Rural | 981 | 19.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| urban | 2506 | |
| semi-urban | 1513 | |
| rural | 981 | 19.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 5000 | |
| a | 5000 | |
| U | 4019 | |
| b | 4019 | |
| n | 4019 | |
| S | 1513 | 4.6% |
| e | 1513 | 4.6% |
| m | 1513 | 4.6% |
| i | 1513 | 4.6% |
| - | 1513 | 4.6% |
| Other values (3) | 2943 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 32565 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 5000 | |
| a | 5000 | |
| U | 4019 | |
| b | 4019 | |
| n | 4019 | |
| S | 1513 | 4.6% |
| e | 1513 | 4.6% |
| m | 1513 | 4.6% |
| i | 1513 | 4.6% |
| - | 1513 | 4.6% |
| Other values (3) | 2943 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 32565 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 5000 | |
| a | 5000 | |
| U | 4019 | |
| b | 4019 | |
| n | 4019 | |
| S | 1513 | 4.6% |
| e | 1513 | 4.6% |
| m | 1513 | 4.6% |
| i | 1513 | 4.6% |
| - | 1513 | 4.6% |
| Other values (3) | 2943 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 32565 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 5000 | |
| a | 5000 | |
| U | 4019 | |
| b | 4019 | |
| n | 4019 | |
| S | 1513 | 4.6% |
| e | 1513 | 4.6% |
| m | 1513 | 4.6% |
| i | 1513 | 4.6% |
| - | 1513 | 4.6% |
| Other values (3) | 2943 |
Default_Status
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 2500 | |
| False | 2500 |
Approval_Status
Categorical
High correlation Uniform
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 278.4 KiB |
| Rejected | |
|---|---|
| Approved |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Rejected |
|---|---|
| 2nd row | Approved |
| 3rd row | Approved |
| 4th row | Rejected |
| 5th row | Rejected |
Common Values
| Value | Count | Frequency (%) |
| Rejected | 2500 | |
| Approved | 2500 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rejected | 2500 | |
| approved | 2500 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10000 | |
| p | 5000 | |
| d | 5000 | |
| j | 2500 | 6.2% |
| R | 2500 | 6.2% |
| t | 2500 | 6.2% |
| c | 2500 | 6.2% |
| A | 2500 | 6.2% |
| r | 2500 | 6.2% |
| o | 2500 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 40000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| p | 5000 | |
| d | 5000 | |
| j | 2500 | 6.2% |
| R | 2500 | 6.2% |
| t | 2500 | 6.2% |
| c | 2500 | 6.2% |
| A | 2500 | 6.2% |
| r | 2500 | 6.2% |
| o | 2500 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 40000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| p | 5000 | |
| d | 5000 | |
| j | 2500 | 6.2% |
| R | 2500 | 6.2% |
| t | 2500 | 6.2% |
| c | 2500 | 6.2% |
| A | 2500 | 6.2% |
| r | 2500 | 6.2% |
| o | 2500 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 40000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| p | 5000 | |
| d | 5000 | |
| j | 2500 | 6.2% |
| R | 2500 | 6.2% |
| t | 2500 | 6.2% |
| c | 2500 | 6.2% |
| A | 2500 | 6.2% |
| r | 2500 | 6.2% |
| o | 2500 | 6.2% |
Interactions
Correlations
| Age | Annual_Income | Application_Type | Approval_Status | Credit_Limit | Credit_Score | Default_Status | Employment_Type | Gender | Loan_or_Credit_Amount | Number_of_Active_Accounts | Past_Default_Count | Region | Utilization_Ratio | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.002 | 0.000 | 0.000 | -0.006 | -0.025 | 0.000 | 0.029 | 0.000 | 0.016 | 0.001 | 0.000 | 0.000 | 0.014 |
| Annual_Income | -0.002 | 1.000 | 0.039 | 0.026 | -0.008 | -0.011 | 0.026 | 0.000 | 0.019 | -0.012 | 0.022 | 0.014 | 0.008 | 0.010 |
| Application_Type | 0.000 | 0.039 | 1.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.033 | 0.000 | 0.020 | 0.012 | 0.019 | 0.033 | 0.000 |
| Approval_Status | 0.000 | 0.026 | 0.000 | 1.000 | 0.046 | 0.035 | 1.000 | 0.000 | 0.000 | 0.026 | 0.025 | 0.000 | 0.021 | 0.049 |
| Credit_Limit | -0.006 | -0.008 | 0.000 | 0.046 | 1.000 | 0.014 | 0.046 | 0.022 | 0.008 | 0.002 | 0.011 | 0.012 | 0.016 | -0.003 |
| Credit_Score | -0.025 | -0.011 | 0.013 | 0.035 | 0.014 | 1.000 | 0.035 | 0.007 | 0.000 | -0.004 | -0.010 | 0.000 | 0.000 | -0.028 |
| Default_Status | 0.000 | 0.026 | 0.000 | 1.000 | 0.046 | 0.035 | 1.000 | 0.000 | 0.000 | 0.026 | 0.025 | 0.000 | 0.021 | 0.049 |
| Employment_Type | 0.029 | 0.000 | 0.033 | 0.000 | 0.022 | 0.007 | 0.000 | 1.000 | 0.000 | 0.019 | 0.011 | 0.000 | 0.000 | 0.007 |
| Gender | 0.000 | 0.019 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.008 | 0.018 | 0.000 |
| Loan_or_Credit_Amount | 0.016 | -0.012 | 0.020 | 0.026 | 0.002 | -0.004 | 0.026 | 0.019 | 0.000 | 1.000 | 0.001 | 0.036 | 0.026 | -0.021 |
| Number_of_Active_Accounts | 0.001 | 0.022 | 0.012 | 0.025 | 0.011 | -0.010 | 0.025 | 0.011 | 0.000 | 0.001 | 1.000 | 0.000 | 0.000 | -0.015 |
| Past_Default_Count | 0.000 | 0.014 | 0.019 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.008 | 0.036 | 0.000 | 1.000 | 0.000 | 0.000 |
| Region | 0.000 | 0.008 | 0.033 | 0.021 | 0.016 | 0.000 | 0.021 | 0.000 | 0.018 | 0.026 | 0.000 | 0.000 | 1.000 | 0.014 |
| Utilization_Ratio | 0.014 | 0.010 | 0.000 | 0.049 | -0.003 | -0.028 | 0.049 | 0.007 | 0.000 | -0.021 | -0.015 | 0.000 | 0.014 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Customer_ID | Age | Gender | Employment_Type | Annual_Income | Credit_Score | Loan_or_Credit_Amount | Credit_Limit | Utilization_Ratio | Number_of_Active_Accounts | Past_Default_Count | Application_Type | Application_Date | Region | Default_Status | Approval_Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | C00001 | 62.0 | Female | Salaried | 1043546.0 | 440.0 | 325680 | 448760 | 0.90 | 5 | 2 | Loan | 2024-02-04 | Urban | Yes | Rejected |
| 1 | C00002 | 31.0 | Female | Student | 1633388.0 | 782.0 | 445916 | 1194487 | 0.17 | 4 | 3 | Credit Card | 2023-11-16 | Rural | No | Approved |
| 2 | C00003 | 59.0 | Male | Salaried | 1708828.0 | 604.0 | 796970 | 143013 | 0.95 | 1 | 0 | Loan | 2023-09-21 | Semi-Urban | No | Approved |
| 3 | C00004 | 63.0 | Male | Salaried | 1006842.0 | 644.0 | 982619 | 702269 | 0.17 | 5 | 0 | Loan | 2023-12-31 | Urban | Yes | Rejected |
| 4 | C00005 | 51.0 | Female | Salaried | 622519.0 | 569.0 | 758289 | 664602 | 0.97 | 6 | 3 | Credit Card | 2024-01-24 | Urban | Yes | Rejected |
| 5 | C00006 | 37.0 | Male | Salaried | 857548.0 | 407.0 | 750873 | 1137414 | 0.51 | 2 | 3 | Loan | 2023-08-15 | Rural | Yes | Rejected |
| 6 | C00007 | 53.0 | Female | Salaried | 1487545.0 | 773.0 | 658895 | 259966 | 0.78 | 4 | 0 | Credit Card | 2024-03-31 | Urban | Yes | Rejected |
| 7 | C00008 | 52.0 | Female | Salaried | 1864849.0 | 381.0 | 612388 | 872497 | 0.74 | 4 | 3 | Loan | 2023-11-01 | Urban | Yes | Rejected |
| 8 | C00009 | 49.0 | Female | Salaried | 1411399.0 | NaN | 269798 | 1345728 | 0.57 | 2 | 2 | Loan | 2024-05-19 | Semi-Urban | Yes | Rejected |
| 9 | C00010 | 41.0 | Male | Self-Employed | 234269.0 | 589.0 | 464656 | 1187996 | 0.66 | 5 | 2 | Loan | 2023-11-24 | Urban | Yes | Rejected |
| Customer_ID | Age | Gender | Employment_Type | Annual_Income | Credit_Score | Loan_or_Credit_Amount | Credit_Limit | Utilization_Ratio | Number_of_Active_Accounts | Past_Default_Count | Application_Type | Application_Date | Region | Default_Status | Approval_Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | C04991 | 34.0 | Female | Retired | 1454092.0 | 766.0 | 186553 | 1265386 | 0.47 | 1 | 1 | Credit Card | 2023-09-03 | Urban | Yes | Rejected |
| 4991 | C04992 | 61.0 | Female | Salaried | 417535.0 | 312.0 | 482193 | 481427 | 0.90 | 6 | 1 | Loan | 2024-07-11 | Urban | Yes | Rejected |
| 4992 | C04993 | 39.0 | Female | Salaried | 623220.0 | 744.0 | 987387 | 371881 | 0.97 | 5 | 3 | Loan | 2023-07-23 | Urban | No | Approved |
| 4993 | C04994 | 50.0 | Female | NaN | 1392116.0 | 523.0 | 794275 | 1447471 | 0.87 | 6 | 2 | Credit Card | 2023-07-12 | Urban | No | Approved |
| 4994 | C04995 | 25.0 | Male | Retired | 165091.0 | 762.0 | 74265 | 403046 | 0.57 | 1 | 1 | Loan | 2023-12-25 | Urban | No | Approved |
| 4995 | C04996 | 51.0 | Female | Salaried | 1490957.0 | 320.0 | 364888 | 1416326 | 0.56 | 4 | 1 | Credit Card | 2024-07-07 | Semi-Urban | No | Approved |
| 4996 | C04997 | 27.0 | Female | Salaried | 1573988.0 | 686.0 | 419071 | 675063 | 0.29 | 3 | 2 | Credit Card | 2023-09-11 | Urban | Yes | Rejected |
| 4997 | C04998 | 39.0 | Female | NaN | 1454241.0 | 625.0 | 957174 | 488145 | 0.63 | 4 | 1 | Credit Card | 2023-10-11 | Urban | No | Approved |
| 4998 | C04999 | 51.0 | Male | Salaried | 994785.0 | 766.0 | 335800 | 800046 | NaN | 3 | 3 | Credit Card | 2023-08-06 | Urban | No | Approved |
| 4999 | C05000 | 59.0 | Female | Salaried | 486644.0 | 821.0 | 583592 | 1270490 | 0.17 | 5 | 3 | Loan | 2024-07-26 | Semi-Urban | Yes | Rejected |